Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 823 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 77.3 KiB |
| Average record size in memory | 96.2 B |
Variable types
| Categorical | 5 |
|---|---|
| Numeric | 7 |
Model(Year) has constant value "2023" | Constant |
Model.1 has a high cardinality: 647 distinct values | High cardinality |
Engine Size(L) is highly overall correlated with Cylinders and 6 other fields | High correlation |
Cylinders is highly overall correlated with Engine Size(L) and 6 other fields | High correlation |
Fuel(Type) is highly overall correlated with Engine Size(L) and 6 other fields | High correlation |
Fuel Consumption(City (L/100 km) is highly overall correlated with Engine Size(L) and 5 other fields | High correlation |
CO2 Emissions(g/km) is highly overall correlated with Engine Size(L) and 5 other fields | High correlation |
CO2(Rating) is highly overall correlated with Engine Size(L) and 5 other fields | High correlation |
Smog(Rating) is highly overall correlated with Engine Size(L) and 5 other fields | High correlation |
Make is highly overall correlated with Engine Size(L) and 2 other fields | High correlation |
Model.1 is uniformly distributed | Uniform |
Reproduction
| Analysis started | 2023-09-08 11:01:02.235505 |
|---|---|
| Analysis finished | 2023-09-08 11:01:27.068167 |
| Duration | 24.83 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
Model(Year)
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.6 KiB |
| 2023 |
|---|
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 3292 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2023 |
|---|---|
| 2nd row | 2023 |
| 3rd row | 2023 |
| 4th row | 2023 |
| 5th row | 2023 |
Common Values
| Value | Count | Frequency (%) |
| 2023 | 823 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2023 | 823 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 1646 | |
| 0 | 823 | |
| 3 | 823 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3292 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 1646 | |
| 0 | 823 | |
| 3 | 823 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3292 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 1646 | |
| 0 | 823 | |
| 3 | 823 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3292 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 1646 | |
| 0 | 823 | |
| 3 | 823 |
Make
Categorical
| Distinct | 39 |
|---|---|
| Distinct (%) | 4.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.6 KiB |
| Ford | |
|---|---|
| Chevrolet | |
| BMW | 51 |
| Toyota | 46 |
| Audi | 44 |
| Other values (34) |
Length
| Max length | 13 |
|---|---|
| Median length | 11 |
| Mean length | 6.1178615 |
| Min length | 3 |
Characters and Unicode
| Total characters | 5035 |
|---|---|
| Distinct characters | 45 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Acura |
|---|---|
| 2nd row | Acura |
| 3rd row | Acura |
| 4th row | Acura |
| 5th row | Acura |
Common Values
| Value | Count | Frequency (%) |
| Ford | 93 | 11.3% |
| Chevrolet | 55 | 6.7% |
| BMW | 51 | 6.2% |
| Toyota | 46 | 5.6% |
| Audi | 44 | 5.3% |
| Mercedes-Benz | 44 | 5.3% |
| GMC | 36 | 4.4% |
| Jeep | 30 | 3.6% |
| Nissan | 27 | 3.3% |
| Lexus | 26 | 3.2% |
| Other values (29) | 371 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| ford | 93 | 10.8% |
| chevrolet | 55 | 6.4% |
| bmw | 51 | 5.9% |
| toyota | 46 | 5.4% |
| audi | 44 | 5.1% |
| mercedes-benz | 44 | 5.1% |
| gmc | 36 | 4.2% |
| jeep | 30 | 3.5% |
| nissan | 27 | 3.1% |
| cadillac | 26 | 3.0% |
| Other values (32) | 406 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 515 | 10.2% |
| o | 404 | 8.0% |
| a | 394 | 7.8% |
| d | 317 | 6.3% |
| r | 302 | 6.0% |
| i | 244 | 4.8% |
| n | 222 | 4.4% |
| s | 219 | 4.3% |
| M | 208 | 4.1% |
| l | 183 | 3.6% |
| Other values (35) | 2027 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3788 | |
| Uppercase Letter | 1161 | 23.1% |
| Dash Punctuation | 51 | 1.0% |
| Space Separator | 35 | 0.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 515 | |
| o | 404 | |
| a | 394 | |
| d | 317 | 8.4% |
| r | 302 | 8.0% |
| i | 244 | 6.4% |
| n | 222 | 5.9% |
| s | 219 | 5.8% |
| l | 183 | 4.8% |
| u | 165 | 4.4% |
| Other values (14) | 823 |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 208 | |
| C | 124 | |
| B | 113 | |
| F | 94 | 8.1% |
| A | 69 | 5.9% |
| L | 61 | 5.3% |
| I | 57 | 4.9% |
| R | 53 | 4.6% |
| N | 52 | 4.5% |
| W | 51 | 4.4% |
| Other values (9) | 279 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 51 |
Space Separator
| Value | Count | Frequency (%) |
| 35 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4949 | |
| Common | 86 | 1.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 515 | 10.4% |
| o | 404 | 8.2% |
| a | 394 | 8.0% |
| d | 317 | 6.4% |
| r | 302 | 6.1% |
| i | 244 | 4.9% |
| n | 222 | 4.5% |
| s | 219 | 4.4% |
| M | 208 | 4.2% |
| l | 183 | 3.7% |
| Other values (33) | 1941 |
Common
| Value | Count | Frequency (%) |
| - | 51 | |
| 35 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5035 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 515 | 10.2% |
| o | 404 | 8.0% |
| a | 394 | 7.8% |
| d | 317 | 6.3% |
| r | 302 | 6.0% |
| i | 244 | 4.8% |
| n | 222 | 4.4% |
| s | 219 | 4.3% |
| M | 208 | 4.1% |
| l | 183 | 3.6% |
| Other values (35) | 2027 |
Model.1
Categorical
HIGH CARDINALITY UNIFORM
| Distinct | 647 |
|---|---|
| Distinct (%) | 78.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.6 KiB |
| Mustang | 5 |
|---|---|
| F-150 4X4 FFV | 4 |
| Silverado 4WD Mud Terrain Tire | 4 |
| Civic Hatchback | 4 |
| Sierra 4WD Mud Terrain Tire | 4 |
| Other values (642) |
Length
| Max length | 46 |
|---|---|
| Median length | 35 |
| Mean length | 14.844471 |
| Min length | 1 |
Characters and Unicode
| Total characters | 12217 |
|---|---|
| Distinct characters | 70 |
| Distinct categories | 9 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 514 ? |
|---|---|
| Unique (%) | 62.5% |
Sample
| 1st row | Integra |
|---|---|
| 2nd row | Integra A-SPEC |
| 3rd row | Integra A-SPEC |
| 4th row | MDX SH-AWD |
| 5th row | MDX SH-AWD Type S |
Common Values
| Value | Count | Frequency (%) |
| Mustang | 5 | 0.6% |
| F-150 4X4 FFV | 4 | 0.5% |
| Silverado 4WD Mud Terrain Tire | 4 | 0.5% |
| Civic Hatchback | 4 | 0.5% |
| Sierra 4WD Mud Terrain Tire | 4 | 0.5% |
| F-150 FFV | 4 | 0.5% |
| F-150 FFV (Without Stop-Start) | 4 | 0.5% |
| Mustang Convertible | 4 | 0.5% |
| Silverado 4WD | 4 | 0.5% |
| Camaro | 4 | 0.5% |
| Other values (637) | 782 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| awd | 173 | 7.8% |
| 4wd | 98 | 4.4% |
| 4x4 | 65 | 2.9% |
| quattro | 41 | 1.9% |
| 4matic | 40 | 1.8% |
| coupe | 34 | 1.5% |
| f-150 | 34 | 1.5% |
| ffv | 30 | 1.4% |
| cooper | 25 | 1.1% |
| sedan | 25 | 1.1% |
| Other values (450) | 1647 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1389 | 11.4% | |
| r | 745 | 6.1% |
| o | 683 | 5.6% |
| e | 663 | 5.4% |
| a | 652 | 5.3% |
| t | 475 | 3.9% |
| i | 428 | 3.5% |
| n | 391 | 3.2% |
| 4 | 378 | 3.1% |
| D | 369 | 3.0% |
| Other values (60) | 6044 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 6078 | |
| Uppercase Letter | 3357 | |
| Space Separator | 1389 | 11.4% |
| Decimal Number | 1143 | 9.4% |
| Dash Punctuation | 125 | 1.0% |
| Close Punctuation | 49 | 0.4% |
| Open Punctuation | 49 | 0.4% |
| Other Punctuation | 17 | 0.1% |
| Math Symbol | 10 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 745 | |
| o | 683 | |
| e | 663 | |
| a | 652 | |
| t | 475 | 7.8% |
| i | 428 | 7.0% |
| n | 391 | 6.4% |
| l | 272 | 4.5% |
| u | 263 | 4.3% |
| d | 213 | 3.5% |
| Other values (17) | 1293 |
Uppercase Letter
| Value | Count | Frequency (%) |
| D | 369 | |
| C | 340 | 10.1% |
| W | 339 | 10.1% |
| S | 326 | 9.7% |
| A | 300 | 8.9% |
| T | 234 | 7.0% |
| M | 177 | 5.3% |
| X | 152 | 4.5% |
| F | 144 | 4.3% |
| R | 125 | 3.7% |
| Other values (16) | 851 |
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 378 | |
| 0 | 250 | |
| 5 | 209 | |
| 3 | 97 | 8.5% |
| 1 | 76 | 6.6% |
| 6 | 38 | 3.3% |
| 8 | 34 | 3.0% |
| 2 | 27 | 2.4% |
| 7 | 18 | 1.6% |
| 9 | 16 | 1.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 12 | |
| . | 5 |
Space Separator
| Value | Count | Frequency (%) |
| 1389 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 125 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 49 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 49 |
Math Symbol
| Value | Count | Frequency (%) |
| + | 10 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 9435 | |
| Common | 2782 | 22.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 745 | 7.9% |
| o | 683 | 7.2% |
| e | 663 | 7.0% |
| a | 652 | 6.9% |
| t | 475 | 5.0% |
| i | 428 | 4.5% |
| n | 391 | 4.1% |
| D | 369 | 3.9% |
| C | 340 | 3.6% |
| W | 339 | 3.6% |
| Other values (43) | 4350 |
Common
| Value | Count | Frequency (%) |
| 1389 | ||
| 4 | 378 | 13.6% |
| 0 | 250 | 9.0% |
| 5 | 209 | 7.5% |
| - | 125 | 4.5% |
| 3 | 97 | 3.5% |
| 1 | 76 | 2.7% |
| ) | 49 | 1.8% |
| ( | 49 | 1.8% |
| 6 | 38 | 1.4% |
| Other values (7) | 122 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12205 | |
| None | 12 | 0.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1389 | 11.4% | |
| r | 745 | 6.1% |
| o | 683 | 5.6% |
| e | 663 | 5.4% |
| a | 652 | 5.3% |
| t | 475 | 3.9% |
| i | 428 | 3.5% |
| n | 391 | 3.2% |
| 4 | 378 | 3.1% |
| D | 369 | 3.0% |
| Other values (58) | 6032 |
None
| Value | Count | Frequency (%) |
| é | 8 | |
| á | 4 |
Vehicle Class
Categorical
| Distinct | 14 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.6 KiB |
| SUV: Small | |
|---|---|
| SUV: Standard | |
| Mid-size | |
| Pickup truck: Standard | |
| Subcompact | |
| Other values (9) |
Length
| Max length | 23 |
|---|---|
| Median length | 22 |
| Mean length | 11.918591 |
| Min length | 7 |
Characters and Unicode
| Total characters | 9809 |
|---|---|
| Distinct characters | 32 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Full-size |
|---|---|
| 2nd row | Full-size |
| 3rd row | Full-size |
| 4th row | SUV: Small |
| 5th row | SUV: Standard |
Common Values
| Value | Count | Frequency (%) |
| SUV: Small | 194 | |
| SUV: Standard | 133 | |
| Mid-size | 111 | |
| Pickup truck: Standard | 97 | |
| Subcompact | 75 | 9.1% |
| Compact | 59 | 7.2% |
| Full-size | 47 | 5.7% |
| Two-seater | 35 | 4.3% |
| Minicompact | 21 | 2.6% |
| Pickup truck: Small | 17 | 2.1% |
| Other values (4) | 34 | 4.1% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| suv | 327 | |
| standard | 230 | |
| small | 225 | |
| mid-size | 119 | 8.3% |
| pickup | 114 | 8.0% |
| truck | 114 | 8.0% |
| subcompact | 75 | 5.2% |
| compact | 59 | 4.1% |
| full-size | 47 | 3.3% |
| two-seater | 35 | 2.4% |
| Other values (7) | 87 | 6.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 931 | 9.5% |
| S | 884 | 9.0% |
| 609 | 6.2% | |
| d | 579 | 5.9% |
| t | 578 | 5.9% |
| l | 554 | 5.6% |
| c | 489 | 5.0% |
| i | 487 | 5.0% |
| : | 463 | 4.7% |
| r | 384 | 3.9% |
| Other values (22) | 3851 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 6596 | |
| Uppercase Letter | 1940 | 19.8% |
| Space Separator | 609 | 6.2% |
| Other Punctuation | 463 | 4.7% |
| Dash Punctuation | 201 | 2.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 931 | |
| d | 579 | 8.8% |
| t | 578 | 8.8% |
| l | 554 | 8.4% |
| c | 489 | 7.4% |
| i | 487 | 7.4% |
| r | 384 | 5.8% |
| m | 380 | 5.8% |
| u | 355 | 5.4% |
| n | 309 | 4.7% |
| Other values (11) | 1550 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 884 | |
| V | 327 | 16.9% |
| U | 327 | 16.9% |
| M | 147 | 7.6% |
| P | 114 | 5.9% |
| C | 59 | 3.0% |
| F | 47 | 2.4% |
| T | 35 | 1.8% |
Space Separator
| Value | Count | Frequency (%) |
| 609 |
Other Punctuation
| Value | Count | Frequency (%) |
| : | 463 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 201 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8536 | |
| Common | 1273 | 13.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 931 | 10.9% |
| S | 884 | 10.4% |
| d | 579 | 6.8% |
| t | 578 | 6.8% |
| l | 554 | 6.5% |
| c | 489 | 5.7% |
| i | 487 | 5.7% |
| r | 384 | 4.5% |
| m | 380 | 4.5% |
| u | 355 | 4.2% |
| Other values (19) | 2915 |
Common
| Value | Count | Frequency (%) |
| 609 | ||
| : | 463 | |
| - | 201 | 15.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 9809 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 931 | 9.5% |
| S | 884 | 9.0% |
| 609 | 6.2% | |
| d | 579 | 5.9% |
| t | 578 | 5.9% |
| l | 554 | 5.6% |
| c | 489 | 5.0% |
| i | 487 | 5.0% |
| : | 463 | 4.7% |
| r | 384 | 3.9% |
| Other values (22) | 3851 |
Engine Size(L)
Real number (ℝ)
| Distinct | 31 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1399757 |
| Minimum | 1.2 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.6 KiB |
Quantile statistics
| Minimum | 1.2 |
|---|---|
| 5-th percentile | 1.5 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3.6 |
| 95-th percentile | 6.2 |
| Maximum | 8 |
| Range | 6.8 |
| Interquartile range (IQR) | 1.6 |
Descriptive statistics
| Standard deviation | 1.3541568 |
|---|---|
| Coefficient of variation (CV) | 0.43126346 |
| Kurtosis | 0.37246767 |
| Mean | 3.1399757 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0416828 |
| Sum | 2584.2 |
| Variance | 1.8337406 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 2 | 191 | |
| 3 | 124 | |
| 2.5 | 63 | 7.7% |
| 3.5 | 46 | 5.6% |
| 1.5 | 36 | 4.4% |
| 3.6 | 36 | 4.4% |
| 5 | 30 | 3.6% |
| 2.7 | 30 | 3.6% |
| 4 | 27 | 3.3% |
| 5.3 | 26 | 3.2% |
| Other values (21) | 214 |
| Value | Count | Frequency (%) |
| 1.2 | 4 | 0.5% |
| 1.3 | 7 | 0.9% |
| 1.5 | 36 | 4.4% |
| 1.6 | 21 | 2.6% |
| 1.8 | 3 | 0.4% |
| 2 | 191 | |
| 2.3 | 25 | 3.0% |
| 2.4 | 18 | 2.2% |
| 2.5 | 63 | 7.7% |
| 2.7 | 30 | 3.6% |
| Value | Count | Frequency (%) |
| 8 | 3 | 0.4% |
| 6.7 | 7 | 0.9% |
| 6.4 | 10 | 1.2% |
| 6.2 | 26 | |
| 6 | 4 | 0.5% |
| 5.7 | 13 | |
| 5.6 | 2 | 0.2% |
| 5.5 | 2 | 0.2% |
| 5.3 | 26 | |
| 5.2 | 13 |
Cylinders
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.6038882 |
| Minimum | 3 |
|---|---|
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.6 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 4 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 16 |
| Range | 13 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.9541171 |
|---|---|
| Coefficient of variation (CV) | 0.34870737 |
| Kurtosis | 2.930275 |
| Mean | 5.6038882 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.3265945 |
| Sum | 4612 |
| Variance | 3.8185737 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 4 | 364 | |
| 6 | 247 | |
| 8 | 162 | |
| 3 | 24 | 2.9% |
| 12 | 14 | 1.7% |
| 10 | 9 | 1.1% |
| 16 | 3 | 0.4% |
| Value | Count | Frequency (%) |
| 3 | 24 | 2.9% |
| 4 | 364 | |
| 6 | 247 | |
| 8 | 162 | |
| 10 | 9 | 1.1% |
| 12 | 14 | 1.7% |
| 16 | 3 | 0.4% |
| Value | Count | Frequency (%) |
| 16 | 3 | 0.4% |
| 12 | 14 | 1.7% |
| 10 | 9 | 1.1% |
| 8 | 162 | |
| 6 | 247 | |
| 4 | 364 | |
| 3 | 24 | 2.9% |
Transmission
Categorical
| Distinct | 23 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.6 KiB |
| AS8 | |
|---|---|
| A8 | |
| AS10 | |
| A10 | |
| A9 | |
| Other values (18) |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 2.800729 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2305 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | AV7 |
|---|---|
| 2nd row | AV7 |
| 3rd row | M6 |
| 4th row | AS10 |
| 5th row | AS10 |
Common Values
| Value | Count | Frequency (%) |
| AS8 | 199 | |
| A8 | 105 | |
| AS10 | 102 | |
| A10 | 59 | 7.2% |
| A9 | 59 | 7.2% |
| M6 | 57 | 6.9% |
| AM7 | 49 | 6.0% |
| AV | 40 | 4.9% |
| AS6 | 27 | 3.3% |
| AM8 | 24 | 2.9% |
| Other values (13) | 102 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| as8 | 199 | |
| a8 | 105 | |
| as10 | 102 | |
| a10 | 59 | 7.2% |
| a9 | 59 | 7.2% |
| m6 | 57 | 6.9% |
| am7 | 49 | 6.0% |
| av | 40 | 4.9% |
| as6 | 27 | 3.3% |
| am8 | 24 | 2.9% |
| Other values (13) | 102 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 757 | |
| S | 356 | |
| 8 | 351 | |
| 1 | 172 | 7.5% |
| 0 | 168 | 7.3% |
| M | 148 | 6.4% |
| 6 | 105 | 4.6% |
| V | 93 | 4.0% |
| 9 | 81 | 3.5% |
| 7 | 69 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1354 | |
| Decimal Number | 951 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 8 | 351 | |
| 1 | 172 | |
| 0 | 168 | |
| 6 | 105 | 11.0% |
| 9 | 81 | 8.5% |
| 7 | 69 | 7.3% |
| 5 | 5 | 0.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 757 | |
| S | 356 | |
| M | 148 | 10.9% |
| V | 93 | 6.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1354 | |
| Common | 951 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 8 | 351 | |
| 1 | 172 | |
| 0 | 168 | |
| 6 | 105 | 11.0% |
| 9 | 81 | 8.5% |
| 7 | 69 | 7.3% |
| 5 | 5 | 0.5% |
Latin
| Value | Count | Frequency (%) |
| A | 757 | |
| S | 356 | |
| M | 148 | 10.9% |
| V | 93 | 6.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2305 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 757 | |
| S | 356 | |
| 8 | 351 | |
| 1 | 172 | 7.5% |
| 0 | 168 | 7.3% |
| M | 148 | 6.4% |
| 6 | 105 | 4.6% |
| V | 93 | 4.0% |
| 9 | 81 | 3.5% |
| 7 | 69 | 3.0% |
Fuel(Type)
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.6038882 |
| Minimum | 3 |
|---|---|
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.6 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 4 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 16 |
| Range | 13 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.9541171 |
|---|---|
| Coefficient of variation (CV) | 0.34870737 |
| Kurtosis | 2.930275 |
| Mean | 5.6038882 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.3265945 |
| Sum | 4612 |
| Variance | 3.8185737 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 4 | 364 | |
| 6 | 247 | |
| 8 | 162 | |
| 3 | 24 | 2.9% |
| 12 | 14 | 1.7% |
| 10 | 9 | 1.1% |
| 16 | 3 | 0.4% |
| Value | Count | Frequency (%) |
| 3 | 24 | 2.9% |
| 4 | 364 | |
| 6 | 247 | |
| 8 | 162 | |
| 10 | 9 | 1.1% |
| 12 | 14 | 1.7% |
| 16 | 3 | 0.4% |
| Value | Count | Frequency (%) |
| 16 | 3 | 0.4% |
| 12 | 14 | 1.7% |
| 10 | 9 | 1.1% |
| 8 | 162 | |
| 6 | 247 | |
| 4 | 364 | |
| 3 | 24 | 2.9% |
Fuel Consumption(City (L/100 km)
Real number (ℝ)
| Distinct | 151 |
|---|---|
| Distinct (%) | 18.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.37983 |
| Minimum | 4.4 |
|---|---|
| Maximum | 30.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.6 KiB |
Quantile statistics
| Minimum | 4.4 |
|---|---|
| 5-th percentile | 7.61 |
| Q1 | 10.1 |
| median | 12.1 |
| Q3 | 14.6 |
| 95-th percentile | 18.1 |
| Maximum | 30.3 |
| Range | 25.9 |
| Interquartile range (IQR) | 4.5 |
Descriptive statistics
| Standard deviation | 3.4207406 |
|---|---|
| Coefficient of variation (CV) | 0.27631564 |
| Kurtosis | 1.761591 |
| Mean | 12.37983 |
| Median Absolute Deviation (MAD) | 2.1 |
| Skewness | 0.68955748 |
| Sum | 10188.6 |
| Variance | 11.701466 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10.1 | 20 | 2.4% |
| 11 | 19 | 2.3% |
| 13.1 | 17 | 2.1% |
| 15.2 | 16 | 1.9% |
| 11.2 | 15 | 1.8% |
| 12.3 | 13 | 1.6% |
| 9 | 13 | 1.6% |
| 10.9 | 13 | 1.6% |
| 14.1 | 13 | 1.6% |
| 11.1 | 13 | 1.6% |
| Other values (141) | 671 |
| Value | Count | Frequency (%) |
| 4.4 | 1 | 0.1% |
| 4.5 | 2 | |
| 4.6 | 1 | 0.1% |
| 4.8 | 2 | |
| 4.9 | 1 | 0.1% |
| 5 | 2 | |
| 5.2 | 1 | 0.1% |
| 5.3 | 2 | |
| 5.5 | 1 | 0.1% |
| 5.6 | 3 |
| Value | Count | Frequency (%) |
| 30.3 | 2 | |
| 26.8 | 1 | 0.1% |
| 22.8 | 1 | 0.1% |
| 22.4 | 1 | 0.1% |
| 21.6 | 1 | 0.1% |
| 21.3 | 4 | |
| 20.7 | 1 | 0.1% |
| 20.5 | 1 | 0.1% |
| 20.4 | 1 | 0.1% |
| 20.3 | 2 |
CO2 Emissions(g/km)
Real number (ℝ)
| Distinct | 232 |
|---|---|
| Distinct (%) | 28.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 256.45322 |
| Minimum | 104 |
|---|---|
| Maximum | 608 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.6 KiB |
Quantile statistics
| Minimum | 104 |
|---|---|
| 5-th percentile | 162.3 |
| Q1 | 211 |
| median | 254 |
| Q3 | 298 |
| 95-th percentile | 359 |
| Maximum | 608 |
| Range | 504 |
| Interquartile range (IQR) | 87 |
Descriptive statistics
| Standard deviation | 63.412909 |
|---|---|
| Coefficient of variation (CV) | 0.24726891 |
| Kurtosis | 1.952496 |
| Mean | 256.45322 |
| Median Absolute Deviation (MAD) | 44 |
| Skewness | 0.60493243 |
| Sum | 211061 |
| Variance | 4021.197 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 281 | 13 | 1.6% |
| 277 | 12 | 1.5% |
| 271 | 11 | 1.3% |
| 265 | 10 | 1.2% |
| 275 | 9 | 1.1% |
| 299 | 9 | 1.1% |
| 242 | 9 | 1.1% |
| 221 | 9 | 1.1% |
| 284 | 9 | 1.1% |
| 253 | 9 | 1.1% |
| Other values (222) | 723 |
| Value | Count | Frequency (%) |
| 104 | 1 | 0.1% |
| 110 | 2 | |
| 111 | 1 | 0.1% |
| 112 | 1 | 0.1% |
| 113 | 1 | 0.1% |
| 115 | 1 | 0.1% |
| 117 | 1 | 0.1% |
| 121 | 1 | 0.1% |
| 124 | 3 | |
| 130 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 608 | 2 | |
| 522 | 1 | |
| 465 | 1 | |
| 460 | 1 | |
| 436 | 1 | |
| 410 | 1 | |
| 397 | 2 | |
| 395 | 1 | |
| 392 | 1 | |
| 389 | 2 |
CO2(Rating)
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.5407047 |
| Minimum | 1 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 5 |
| Q3 | 5 |
| 95-th percentile | 7 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2664424 |
|---|---|
| Coefficient of variation (CV) | 0.27890878 |
| Kurtosis | 0.4073767 |
| Mean | 4.5407047 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.057832375 |
| Sum | 3737 |
| Variance | 1.6038764 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 5 | 264 | |
| 4 | 245 | |
| 6 | 120 | |
| 3 | 106 | |
| 2 | 38 | 4.6% |
| 7 | 29 | 3.5% |
| 8 | 13 | 1.6% |
| 1 | 7 | 0.9% |
| 9 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 7 | 0.9% |
| 2 | 38 | 4.6% |
| 3 | 106 | |
| 4 | 245 | |
| 5 | 264 | |
| 6 | 120 | |
| 7 | 29 | 3.5% |
| 8 | 13 | 1.6% |
| 9 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 9 | 1 | 0.1% |
| 8 | 13 | 1.6% |
| 7 | 29 | 3.5% |
| 6 | 120 | |
| 5 | 264 | |
| 4 | 245 | |
| 3 | 106 | |
| 2 | 38 | 4.6% |
| 1 | 7 | 0.9% |
Smog(Rating)
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.2430134 |
| Minimum | 1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 7 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.6688783 |
|---|---|
| Coefficient of variation (CV) | 0.31830518 |
| Kurtosis | 0.15430395 |
| Mean | 5.2430134 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.87024141 |
| Sum | 4315 |
| Variance | 2.7851549 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 5 | 277 | |
| 7 | 239 | |
| 6 | 133 | |
| 3 | 125 | |
| 1 | 44 | 5.3% |
| 8 | 5 | 0.6% |
| Value | Count | Frequency (%) |
| 1 | 44 | 5.3% |
| 3 | 125 | |
| 5 | 277 | |
| 6 | 133 | |
| 7 | 239 | |
| 8 | 5 | 0.6% |
| Value | Count | Frequency (%) |
| 8 | 5 | 0.6% |
| 7 | 239 | |
| 6 | 133 | |
| 5 | 277 | |
| 3 | 125 | |
| 1 | 44 | 5.3% |
| Engine Size(L) | Cylinders | Fuel(Type) | Fuel Consumption(City (L/100 km) | CO2 Emissions(g/km) | CO2(Rating) | Smog(Rating) | Make | Vehicle Class | Transmission | |
|---|---|---|---|---|---|---|---|---|---|---|
| Engine Size(L) | 1.000 | 0.941 | 0.941 | 0.842 | 0.822 | -0.797 | -0.524 | 0.609 | 0.306 | 0.325 |
| Cylinders | 0.941 | 1.000 | 1.000 | 0.842 | 0.820 | -0.800 | -0.582 | 0.682 | 0.376 | 0.314 |
| Fuel(Type) | 0.941 | 1.000 | 1.000 | 0.842 | 0.820 | -0.800 | -0.582 | 0.682 | 0.376 | 0.314 |
| Fuel Consumption(City (L/100 km) | 0.842 | 0.842 | 0.842 | 1.000 | 0.971 | -0.936 | -0.570 | 0.434 | 0.222 | 0.328 |
| CO2 Emissions(g/km) | 0.822 | 0.820 | 0.820 | 0.971 | 1.000 | -0.967 | -0.569 | 0.440 | 0.221 | 0.312 |
| CO2(Rating) | -0.797 | -0.800 | -0.800 | -0.936 | -0.967 | 1.000 | 0.550 | 0.395 | 0.255 | 0.363 |
| Smog(Rating) | -0.524 | -0.582 | -0.582 | -0.570 | -0.569 | 0.550 | 1.000 | 0.413 | 0.233 | 0.342 |
| Make | 0.609 | 0.682 | 0.682 | 0.434 | 0.440 | 0.395 | 0.413 | 1.000 | 0.376 | 0.470 |
| Vehicle Class | 0.306 | 0.376 | 0.376 | 0.222 | 0.221 | 0.255 | 0.233 | 0.376 | 1.000 | 0.263 |
| Transmission | 0.325 | 0.314 | 0.314 | 0.328 | 0.312 | 0.363 | 0.342 | 0.470 | 0.263 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Model(Year) | Make | Model.1 | Vehicle Class | Engine Size(L) | Cylinders | Transmission | Fuel(Type) | Fuel Consumption(City (L/100 km) | CO2 Emissions(g/km) | CO2(Rating) | Smog(Rating) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2023 | Acura | Integra | Full-size | 1.5 | 4.0 | AV7 | 4.0 | 7.9 | 167 | 6 | 7 |
| 1 | 2023 | Acura | Integra A-SPEC | Full-size | 1.5 | 4.0 | AV7 | 4.0 | 8.1 | 172 | 6 | 7 |
| 2 | 2023 | Acura | Integra A-SPEC | Full-size | 1.5 | 4.0 | M6 | 4.0 | 8.9 | 181 | 6 | 6 |
| 3 | 2023 | Acura | MDX SH-AWD | SUV: Small | 3.5 | 6.0 | AS10 | 6.0 | 12.6 | 263 | 4 | 5 |
| 4 | 2023 | Acura | MDX SH-AWD Type S | SUV: Standard | 3.0 | 6.0 | AS10 | 6.0 | 13.8 | 291 | 4 | 5 |
| 5 | 2023 | Acura | RDX SH-AWD | SUV: Small | 2.0 | 4.0 | AS10 | 4.0 | 11.0 | 232 | 5 | 6 |
| 6 | 2023 | Acura | RDX SH-AWD A-SPEC | SUV: Small | 2.0 | 4.0 | AS10 | 4.0 | 11.3 | 242 | 5 | 6 |
| 7 | 2023 | Acura | TLX SH-AWD | Compact | 2.0 | 4.0 | AS10 | 4.0 | 11.2 | 230 | 5 | 7 |
| 8 | 2023 | Acura | TLX SH-AWD A-SPEC | Compact | 2.0 | 4.0 | AS10 | 4.0 | 11.3 | 231 | 5 | 7 |
| 9 | 2023 | Acura | TLX Type S | Compact | 3.0 | 6.0 | AS10 | 6.0 | 12.3 | 256 | 5 | 5 |
| Model(Year) | Make | Model.1 | Vehicle Class | Engine Size(L) | Cylinders | Transmission | Fuel(Type) | Fuel Consumption(City (L/100 km) | CO2 Emissions(g/km) | CO2(Rating) | Smog(Rating) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 813 | 2023 | Volvo | S90 B6 AWD | Mid-size | 2.0 | 4.0 | AS8 | 4.0 | 10.3 | 211 | 5 | 7 |
| 814 | 2023 | Volvo | V60 B6 AWD | Station wagon: Small | 2.0 | 4.0 | AS8 | 4.0 | 10.3 | 212 | 5 | 7 |
| 815 | 2023 | Volvo | V60 CC B5 AWD | Station wagon: Small | 2.0 | 4.0 | AS8 | 4.0 | 10.1 | 211 | 5 | 5 |
| 816 | 2023 | Volvo | V90 CC B6 AWD | Station wagon: Mid-size | 2.0 | 4.0 | AS8 | 4.0 | 10.9 | 227 | 5 | 7 |
| 817 | 2023 | Volvo | XC40 B4 AWD | SUV: Small | 2.0 | 4.0 | AS8 | 4.0 | 10.0 | 208 | 5 | 5 |
| 818 | 2023 | Volvo | XC40 B5 AWD | SUV: Small | 2.0 | 4.0 | AS8 | 4.0 | 10.2 | 215 | 5 | 5 |
| 819 | 2023 | Volvo | XC60 B5 AWD | SUV: Small | 2.0 | 4.0 | AS8 | 4.0 | 10.3 | 218 | 5 | 5 |
| 820 | 2023 | Volvo | XC60 B6 AWD | SUV: Small | 2.0 | 4.0 | AS8 | 4.0 | 11.1 | 233 | 5 | 7 |
| 821 | 2023 | Volvo | XC90 B5 AWD | SUV: Standard | 2.0 | 4.0 | AS8 | 4.0 | 10.5 | 223 | 5 | 5 |
| 822 | 2023 | Volvo | XC90 B6 AWD | SUV: Standard | 2.0 | 4.0 | AS8 | 4.0 | 11.9 | 249 | 5 | 7 |